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- keynoteJune 2021
Music, Biology, and Math: An Evolutionary Play in the Ecological Theater
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPage 81https://doi.org/10.1145/3437959.3460455How did I get here? I will talk about how my father's serendipitous acceptance of a six-week teaching assistantship at the University of Colorado lead to lead to my growing up in Boulder, Colorado, and how early immersion in an environment full of music,...
- research-articleJune 2021
Causality and Consistency of State Update Schemes in Synchronous Agent-based Simulations
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 57–68https://doi.org/10.1145/3437959.3459262In an agent-based simulation (ABS), a state update scheme carries out the transitions of agents from one state to the next. To produce correct simulation results, the update scheme must respect the cause-and-effect relationships defined by the agent-...
- research-articleJune 2021
Differentiable Agent-Based Simulation for Gradient-Guided Simulation-Based Optimization
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 27–38https://doi.org/10.1145/3437959.3459261Simulation-based optimization using agent-based models is typically carried out under the assumption that the gradient describing the sensitivity of the simulation output to the input cannot be evaluated directly. To still apply gradient-based ...
- research-articleJune 2021
Hot Area Targeting Dead Reckoning for Distributed Virtual Environments
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 129–137https://doi.org/10.1145/3437959.3459260Dead reckoning (DR) is a key technique to increase scalability in Distributed Virtual Environments (DVE). Replacing data transmission with prediction, DR relies on its prediction capability to reduce the bandwidth consumption in the cost of ...
- research-articleJune 2021
A Parallel Hierarchical Sort-based Interest Matching Algorithm
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 107–118https://doi.org/10.1145/3437959.3459259Interest management is a filtering technique to reduce communication in simulation. It involves a process called "interest matching" to identify intersections between two sets of d-dimensional axis-parallel rectangles. Because of frequent demands in ...
- research-articleJune 2021Best Paper
Data-driven Microscopic Traffic Modelling and Simulation using Dynamic LSTM
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 1–12https://doi.org/10.1145/3437959.3459258With the increasing popularity of Digital Twin, there is an opportunity to employ deep learning models in symbiotic simulation system. Symbiotic simulation can replicate multiple what-if simulation instances from its real-time reference simulation (base ...
- research-articleJune 2021
Speculative Parallel Execution for Local Timestepping
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 83–94https://doi.org/10.1145/3437959.3459257Currently, synchronous timestepping for fluid and plasma simulations requires selection of a global time step that conservatively satisfies stability conditions everywhere. However, this approach causes substantial unnecessary work in the presence of ...
- research-articleJune 2021
Comparing Implementations of Cellular Automata as Images: A Novel Approach to Verification by Combining Image Processing and Machine Learning
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 13–25https://doi.org/10.1145/3437959.3459256Discrete models such as cellular automata may be ported from one platform or language onto another to improve performances, for instance by rewriting legacy Matlab code into C++ or adding optimizations into a Python implementation. Although such ...
- research-articleJune 2021
Multi-Agent Systems and Digital Twins for Smarter Cities
- Thomas Clemen,
- Nima Ahmady-Moghaddam,
- Ulfia A. Lenfers,
- Florian Ocker,
- Daniel Osterholz,
- Jonathan Ströbele,
- Daniel Glake
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 45–55https://doi.org/10.1145/3437959.3459254An intelligent combination of the Internet of Things (IoT) and approaches to modeling and simulation is one of the most challenging endeavors for future cities, manufacturing industries, and predictive maintenance. Digital Twins take on a unique role ...
- research-articleJune 2021
DEVS-based Evaluation of UAVs-based Target-search Strategies in Realistically-modeled Missions
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 141–152https://doi.org/10.1145/3437959.3459253Searching for targets from a group of Unmanned Aerial Vehicles (UAVs) is a complex problem, whose applications range from the localization of military targets to search and rescue missions. Determining the best locations to search within the mission ...
- research-articleJune 2021
High-Performance PDES on Manycore Clusters
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 153–164https://doi.org/10.1145/3437959.3459252Performance and scalability of Parallel Discrete Event Simulation (PDES) is often limited by fine-grain communication, especially in execution environments with high communication cost. Low latencies of on-chip communication in emerging manycore ...
- research-articleJune 2021
An IoT-oriented Multiple Data Replicas Placement Strategy in Hybrid Fog-Cloud Environment
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 119–128https://doi.org/10.1145/3437959.3459251The growing adoption of Fog computing for the sensitive-time IoT applications allows to facilitate the real-time actions and to enhance their efficiency and performance. In fact, keeping the data in the distributed Fog network brings the advantages and ...
- research-articleJune 2021
Load-Aware Dynamic Time Synchronization in Parallel Discrete Event Simulation
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 95–105https://doi.org/10.1145/3437959.3459249Traditional Parallel Discrete Event Simulation (PDES) systems employ a monolithic approach for choosing their thread synchronization protocol. They either implement a Time Window-based conservative synchronization or an optimistic event processing ...
When the Wisdom of Crowd is Able to Overturn an Unpopular Norm? Lessons Learned from an Agent-Based Simulation
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPages 69–79https://doi.org/10.1145/3437959.3459248A model of bystanders' effect on volunteering (in case of an observed crime or critical situation) is extended to incorporate the possibility of a sense of guilt (after nonintervention). Based on sound theoretical and experimental foundations, an ...
- keynoteJune 2021
The Digital Patient and the Digital Neighborhood: Implications for Modeling and Simulation in Healthcare
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete SimulationPage 139https://doi.org/10.1145/3437959.3459247Healthcare is the largest industry in the United States and in most of the developed world. This fact has not escaped recognition by the modeling and simulation community. During the past 15 years the number and variety of simulations and simulators ...
- proceedingJune 2021
SIGSIM-PADS '21: Proceedings of the 2021 ACM SIGSIM Conference on Principles of Advanced Discrete Simulation
Welcome to the 2021 edition of ACM Conference on Principles of Advanced Discrete Simulation (SIGSIM-PADS).
SIGSIM-PADS is the flagship conference for ACM's Special Interest Group on Simulation and Modeling (SIGSIM) with a broad scope in cutting-edge ...